Normalised records

Normalised records (silver)

Each raw row is parsed into consistently formatted fields. Every change from the raw value is recorded as a data-quality flag.

Normalised rows

99,495

usable in matching

Flagged rows

99,881

99.9% carry at least one flag

Junk quarantined

505

no usable last name

Average quality score

0.75

1.00 = no corrections needed

Quality flags

What normalisation had to do, and how often. Select a flag to filter the table.

Placeholder values cleared71,257
Placeholder tokens such as NULL, N/A, UNKNOWN or "-" treated as empty
Whitespace trimmed57,061
Leading or trailing whitespace removed from one or more fields
Address re-cased56,490
Street line re-cased and punctuation removed
Street suffix standardised55,824
Street suffix standardised to USPS abbreviation (Street to St, Avenue to Ave, and so on)
Phone reformatted50,244
Phone reduced to ten digits, punctuation and leading country code removed
Name re-cased39,996
Name letter-case rewritten to Title Case and stray characters removed
Date of birth reformatted32,400
Date of birth rewritten to ISO 8601 from a source format (MM/DD/YYYY, YYYYMMDD, Mon D, YYYY)
City re-cased17,850
City re-cased to Title Case
Gender normalised16,828
Gender mapped to F or M from a longer or variant value
Email lower-cased11,635
Email lower-cased
Name split from “Last, First”9,980
First-name field held "LAST, FIRST"; the two parts were split into their own fields
State name converted to code9,084
Full state name replaced by its two-letter USPS code
ZIP+4 trimmed8,263
ZIP+4 trimmed to the five-digit ZIP
Member ID reformatted7,723
Member ID re-hyphenated and upper-cased to the UHC-#####-## pattern
ZIP missing7,146
Street address present but no ZIP supplied
Unit split from street6,994
Apartment, suite or unit designator split from street line and re-appended in standard form
Two-digit birth year6,661
Date of birth carried a two-digit year; century inferred by pivot
State code upper-cased4,010
Two-letter state code upper-cased
Plan code upper-cased3,278
Plan code upper-cased
SSN last four extracted2,817
Last four digits of SSN extracted from a longer or punctuated value
Date of birth unreadable2,274
Date of birth did not match any known format or was out of range; cleared
Phone missing area code2,021
Phone had only seven digits (no area code); cleared
Middle initial moved out of first name1,125
A single middle initial was embedded in the first-name field and moved to middle name
Date of birth missing990
Date of birth absent or a null token; left empty
No usable name (quarantined)505
No usable last name; record quarantined as junk and excluded from matching

Normalised records

Claims, flag “Name re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-406372	CLM	Carlos T Austin	1990-08-02	UHC-10686-47	7497621933	—	0.80	Name re-cased Gender normalised Whitespace trimmed Placeholder values cleared
CLM-406371	CLM	Carlos T Austin	1990-08-02	UHC-10686-47	7497621933	—	0.80	Name re-cased Gender normalised Whitespace trimmed Placeholder values cleared
CLM-429540	CLM	Ahmed Senders	—	—	—	7646 Willow Ct, Atlanta, GA, 30310	0.80	Name re-cased Date of birth missing Whitespace trimmed Placeholder values cleared
CLM-420800	CLM	Carlos Maldonado	1990-01-17	UHC-37202-97	5779465880	4567 Cedar Ln, Mesa, AZ, 85218	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
CLM-418929	CLM	Austin Soto	1976-02-08	UHC-72765-50	7207861210	4436 Jefferson Ave, Gilbert, AZ, 85267	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
CLM-418930	CLM	Austin Soto	1976-02-08	UHC-72765-50	7207861210	4436 Jefferson Ave, Gilbert, AZ, 85267	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
CLM-408006	CLM	Yuki Dominguez	1982-09-13	UHC-20110-23	5733552265	—	0.80	Name re-cased Date of birth reformatted Phone reformatted Gender normalised
CLM-408007	CLM	Yuki Dominguez	1982-09-13	UHC-20110-23	5733552265	—	0.80	Name re-cased Date of birth reformatted Phone reformatted Gender normalised
CLM-428128	CLM	Ruth M Meyer	2004-06-19	UHC-88349-27	—	8704 Central Ave, Glendale, AZ, 85341	0.80	Name re-cased Phone missing area code Whitespace trimmed Placeholder values cleared
CLM-422319	CLM	Ryan D Reed	—	UHC-08268-31	—	7022 Elm St, Charlotte, NC, 28289	0.80	Name re-cased Date of birth unreadable Whitespace trimmed Placeholder values cleared
CLM-401550	CLM	Stephanie Tucker	1986-12-12	UHC-85763-40	—	5732 Meadow Ln, Chandler, AZ	0.80	Name re-cased ZIP missing Whitespace trimmed Placeholder values cleared
CLM-402694	CLM	Ralph Cunningham	1969-04-16	UHC-93386-23	9744194940	6758 Highland Ave, Orlando, FL, 32887	0.80	Name re-cased Member ID reformatted State name converted to code Placeholder values cleared
CLM-420701	CLM	Lauren Gutierrez	—	UHC-72049-97	—	5474 Indian School Rd, Chandler, AZ, 85220	0.80	Name re-cased Date of birth unreadable Whitespace trimmed Placeholder values cleared
CLM-431569	CLM	Juna Obriien	2008-07-20	UHC-63527-62	—	1923 Elm St, Los Angeles, CA, 90045	0.80	Name split from “Last, First”Name re-cased City re-cased Placeholder values cleared
CLM-429932	CLM	Mateo Price	2008-02-20	—	—	4704 Mountain View Dr, Tempe, AZ	0.80	Name re-cased ZIP missing Whitespace trimmed Placeholder values cleared
CLM-408300	CLM	Michelle Jensen	2005-04-02	—	—	311 Park Pl, Nashville, TN	0.80	Name re-cased ZIP missing Whitespace trimmed Placeholder values cleared
CLM-401052	CLM	Rebecca Kennedy	1945-09-11	—	3113817259	1156 Lake View Rd, Jacksonville, FL, 32297	0.80	Name re-cased State name converted to code Email lower-cased Placeholder values cleared
CLM-403132	CLM	Joes Richardson	1960-08-27	UHC-61622-11	—	—	0.80	Name re-cased Gender normalised Whitespace trimmed Placeholder values cleared
CLM-405624	CLM	Timothy Y Howell	1953-09-28	—	5526915775	7581 Meadow Ln Apt 7, Dallas, TX, 75233	0.80	Name re-cased Phone reformatted Unit split from street Placeholder values cleared
CLM-405159	CLM	Alexis Fox	—	UHC-32649-36	6754596565	7627 Indian School Rd, Gilbert, AZ, 85200	0.80	Name re-cased Date of birth missing Phone reformatted Placeholder values cleared
CLM-423515	CLM	Brandon Williamson	—	UHC-93009-32	4479734660	—	0.80	Name re-cased Date of birth unreadable Phone reformatted Placeholder values cleared
CLM-425962	CLM	Gary Carr	1983-03-01	UHC-96382-92	2692889049	6154 Indian School Rd, Los Angeles, CA, 90036	0.80	Name re-cased Two-digit birth year Phone reformatted Placeholder values cleared
CLM-406254	CLM	Linda Wood	—	UHC-88685-49	—	4941 Highland Ave, Columbus, OH, 43231	0.80	Name re-cased Date of birth unreadable Member ID reformatted Placeholder values cleared
CLM-424203	CLM	Laura Z Le	2000-07-01	—	—	103 Harbor Blvd Apt 11, Scottsdale, AZ, 85293	0.80	Name re-cased Unit split from street Whitespace trimmed Placeholder values cleared
CLM-429626	CLM	Arthur Dean	1960-02-04	UHC-82188-54	—	—	0.80	Name re-cased Date of birth reformatted Gender normalised Placeholder values cleared
CLM-422365	CLM	Mason Obrien	1942-11-21	—	2119036406	6769 Forest Ave, Tempe, AZ, 85270	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
CLM-404602	CLM	Russell Elliott	2002-09-26	UHC-72403-52	7635165615	—	0.80	Name re-cased Phone reformatted Gender normalised Placeholder values cleared
CLM-428700	CLM	Susan C Hamilton	1983-12-09	UHC-49973-47	—	4288 Church St, Sacramento, CA, 95810	0.80	Middle initial moved out of first name Name re-cased Whitespace trimmed Placeholder values cleared
CLM-422605	CLM	Dylan R Ramos	1961-07-22	—	8185998585	—	0.80	Name re-cased Gender normalised Whitespace trimmed Placeholder values cleared
CLM-404512	CLM	Gregory Meyer	1996-06-23	UHC-69051-57	—	5926 Willow Ct, Tempe, AZ	0.80	Name re-cased ZIP missing Whitespace trimmed Placeholder values cleared
CLM-401681	CLM	Abigail Coleman	1951-01-12	—	—	6206 Ridge Rd, Denver, CO, 80291	0.80	Name re-cased Two-digit birth year City re-cased Placeholder values cleared
CLM-424112	CLM	Thomas Lee	1944-08-16	UHC-50821-71	5962111858	—	0.80	Name re-cased Phone reformatted Gender normalised Whitespace trimmed
CLM-405809	CLM	Nancy Delgado	1953-06-14	UHC-60245-45	—	452 Harbor Blvd, Nashville, TN, 37208	0.80	Name re-cased Two-digit birth year Whitespace trimmed Placeholder values cleared
CLM-431594	CLM	Yuki K Park	2004-04-23	UHC-60795-85	—	6274 Camelback Rd, Tampa, FL, 33696	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
CLM-404265	CLM	Daniel Evans	1998-08-16	—	7357545590	—	0.80	Name re-cased Phone reformatted Gender normalised Placeholder values cleared
CLM-423799	CLM	Isabella E Allen	1928-11-27	UHC-40176-31	9269187387	5683 Palm Dr, Tucson, AZ, 85787	0.80	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed
CLM-407434	CLM	Amber Fowler	2000-03-12	UHC-88541-95	—	2749 Broadway, Chandler, AZ, 85262	0.80	Name re-cased Two-digit birth year Member ID reformatted Placeholder values cleared
CLM-409319	CLM	Madison W Graham	1967-03-23	—	—	4121 Jefferson Ave, Atlanta, GA, 30325	0.80	Name re-cased State name converted to code Whitespace trimmed Placeholder values cleared
CLM-408353	CLM	Jack Williams	1945-08-05	UHC-49650-74	—	9245 Jefferson Ave, Nashville, TN, 37298	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
CLM-430052	CLM	Julia Coleman	1958-12-01	—	—	5276 Meadow Ln, Austin, TX, 78780	0.80	Name re-cased City re-cased ZIP+4 trimmed Placeholder values cleared
CLM-406128	CLM	Michelle Nelson	1947-08-08	—	—	2704 Lincoln Way Apt 15, Nashville, TN, 37286	0.80	Name re-cased Date of birth reformatted Unit split from street Placeholder values cleared
CLM-428195	CLM	Randy Ward	1966-08-21	UHC-18923-49	—	5264 Sage Ct, Mesa, AZ, 85277	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
CLM-424119	CLM	Judy Waktins	1973-04-08	—	—	5633 Market St, Columbus, OH, 43270	0.80	Name re-cased Gender normalised Whitespace trimmed Placeholder values cleared
CLM-425722	CLM	Kathryn A Jordan	1963-06-15	UHC-11277-48	—	5080 Sunset Blvd, Charlotte, NC, 28215	0.80	Name re-cased Phone missing area code Whitespace trimmed Placeholder values cleared
CLM-403494	CLM	Maria F Burns	1978-03-19	UHC-33124-31	2974253271	345 Grand Ave, Columbus, OH	0.80	Name re-cased Phone reformatted ZIP missing Placeholder values cleared
CLM-427087	CLM	Arjun Morales	1977-02-03	UHC-62826-73	9047393557	3741 Lincoln Way, Glendale, AZ	0.80	Name re-cased Phone reformatted ZIP missing Whitespace trimmed
CLM-401075	CLM	Janet Sanchez	2007-08-22	UHC-19523-28	—	—	0.80	Name re-cased Gender normalised Whitespace trimmed Placeholder values cleared
CLM-421418	CLM	Jean Jones	1940-09-09	—	—	—	0.80	Name re-cased Gender normalised Whitespace trimmed Placeholder values cleared
CLM-409456	CLM	Mark Kelley	1988-08-22	UHC-28980-76	—	2938 Spring St, Miami, FL, 33105	0.80	Name re-cased Two-digit birth year Whitespace trimmed Placeholder values cleared
CLM-400693	CLM	Robert Ncihols	2007-10-24	UHC-85970-41	6913974850	5023 Cedar Ln, Seattle, WA, 98131	0.80	Name re-cased Two-digit birth year Whitespace trimmed Placeholder values cleared

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